Dataset statistics
| Number of variables | 29 |
|---|---|
| Number of observations | 6687 |
| Missing cells | 9836 |
| Missing cells (%) | 5.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.2 MiB |
| Average record size in memory | 188.0 B |
Variable types
| Text | 3 |
|---|---|
| Categorical | 13 |
| Numeric | 13 |
Account Length (in months) is highly overall correlated with Contract Type and 3 other fields | High correlation |
Age is highly overall correlated with Senior and 1 other fields | High correlation |
Avg Monthly GB Download is highly overall correlated with Under 30 | High correlation |
Churn Category is highly overall correlated with Churn Label and 1 other fields | High correlation |
Churn Label is highly overall correlated with Churn Category and 2 other fields | High correlation |
Churn Reason is highly overall correlated with Churn Category and 1 other fields | High correlation |
Contract Type is highly overall correlated with Account Length (in months) | High correlation |
Customer Service Calls is highly overall correlated with Churn Label | High correlation |
Device Protection & Online Backup is highly overall correlated with Total Charges | High correlation |
Extra International Charges is highly overall correlated with Intl Active and 2 other fields | High correlation |
Group is highly overall correlated with Number of Customers in Group | High correlation |
Intl Active is highly overall correlated with Extra International Charges and 2 other fields | High correlation |
Intl Calls is highly overall correlated with Extra International Charges and 2 other fields | High correlation |
Intl Mins is highly overall correlated with Extra International Charges and 2 other fields | High correlation |
Local Calls is highly overall correlated with Account Length (in months) and 2 other fields | High correlation |
Local Mins is highly overall correlated with Account Length (in months) and 2 other fields | High correlation |
Monthly Charge is highly overall correlated with Total Charges and 1 other fields | High correlation |
Number of Customers in Group is highly overall correlated with Group | High correlation |
Senior is highly overall correlated with Age | High correlation |
Total Charges is highly overall correlated with Account Length (in months) and 4 other fields | High correlation |
Under 30 is highly overall correlated with Age and 1 other fields | High correlation |
Unlimited Data Plan is highly overall correlated with Monthly Charge | High correlation |
Intl Plan is highly imbalanced (53.9%) | Imbalance |
Churn Category has 4918 (73.5%) missing values | Missing |
Churn Reason has 4918 (73.5%) missing values | Missing |
Customer ID has unique values | Unique |
Intl Calls has 4116 (61.6%) zeros | Zeros |
Intl Mins has 4116 (61.6%) zeros | Zeros |
Extra International Charges has 4464 (66.8%) zeros | Zeros |
Customer Service Calls has 4056 (60.7%) zeros | Zeros |
Avg Monthly GB Download has 1485 (22.2%) zeros | Zeros |
Extra Data Charges has 5999 (89.7%) zeros | Zeros |
Number of Customers in Group has 5166 (77.3%) zeros | Zeros |
Reproduction
| Analysis started | 2024-11-27 16:31:05.059507 |
|---|---|
| Analysis finished | 2024-11-27 16:31:38.890212 |
| Duration | 33.83 seconds |
| Software version | ydata-profiling vv4.10.0 |
| Download configuration | config.json |
Customer ID
Text
UNIQUE
| Distinct | 6687 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 52.4 KiB |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 9 |
| Min length | 9 |
Characters and Unicode
| Total characters | 60183 |
|---|---|
| Distinct characters | 37 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 6687 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 4444-BZPU |
|---|---|
| 2nd row | 5676-PTZX |
| 3rd row | 8532-ZEKQ |
| 4th row | 1314-SMPJ |
| 5th row | 2956-TXCJ |
| Value | Count | Frequency (%) |
| 4444-bzpu | 1 | < 0.1% |
| 7055-cgmk | 1 | < 0.1% |
| 8532-zekq | 1 | < 0.1% |
| 1314-smpj | 1 | < 0.1% |
| 2956-txcj | 1 | < 0.1% |
| 9152-depy | 1 | < 0.1% |
| 1958-sdso | 1 | < 0.1% |
| 8787-qzuc | 1 | < 0.1% |
| 7768-oqje | 1 | < 0.1% |
| 7716-rheb | 1 | < 0.1% |
| Other values (6677) | 6677 |
Most occurring characters
| Value | Count | Frequency (%) |
| - | 6687 | 11.1% |
| 5 | 2763 | 4.6% |
| 7 | 2714 | 4.5% |
| 3 | 2702 | 4.5% |
| 0 | 2683 | 4.5% |
| 1 | 2683 | 4.5% |
| 2 | 2677 | 4.4% |
| 4 | 2671 | 4.4% |
| 8 | 2662 | 4.4% |
| 9 | 2605 | 4.3% |
| Other values (27) | 29336 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 26748 | |
| Uppercase Letter | 26748 | |
| Dash Punctuation | 6687 | 11.1% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 1127 | 4.2% |
| Z | 1105 | 4.1% |
| M | 1078 | 4.0% |
| D | 1074 | 4.0% |
| V | 1063 | 4.0% |
| Y | 1056 | 3.9% |
| B | 1053 | 3.9% |
| E | 1048 | 3.9% |
| U | 1045 | 3.9% |
| Q | 1045 | 3.9% |
| Other values (16) | 16054 |
Decimal Number
| Value | Count | Frequency (%) |
| 5 | 2763 | |
| 7 | 2714 | |
| 3 | 2702 | |
| 0 | 2683 | |
| 1 | 2683 | |
| 2 | 2677 | |
| 4 | 2671 | |
| 8 | 2662 | |
| 9 | 2605 | |
| 6 | 2588 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 6687 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 33435 | |
| Latin | 26748 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| P | 1127 | 4.2% |
| Z | 1105 | 4.1% |
| M | 1078 | 4.0% |
| D | 1074 | 4.0% |
| V | 1063 | 4.0% |
| Y | 1056 | 3.9% |
| B | 1053 | 3.9% |
| E | 1048 | 3.9% |
| U | 1045 | 3.9% |
| Q | 1045 | 3.9% |
| Other values (16) | 16054 |
Common
| Value | Count | Frequency (%) |
| - | 6687 | |
| 5 | 2763 | |
| 7 | 2714 | |
| 3 | 2702 | |
| 0 | 2683 | |
| 1 | 2683 | |
| 2 | 2677 | |
| 4 | 2671 | 8.0% |
| 8 | 2662 | 8.0% |
| 9 | 2605 | 7.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 60183 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| - | 6687 | 11.1% |
| 5 | 2763 | 4.6% |
| 7 | 2714 | 4.5% |
| 3 | 2702 | 4.5% |
| 0 | 2683 | 4.5% |
| 1 | 2683 | 4.5% |
| 2 | 2677 | 4.4% |
| 4 | 2671 | 4.4% |
| 8 | 2662 | 4.4% |
| 9 | 2605 | 4.3% |
| Other values (27) | 29336 |
Churn Label
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 52.4 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 6687 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 4891 | |
| 1 | 1796 | 26.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 4891 | |
| 1 | 1796 | 26.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 4891 | |
| 1 | 1796 | 26.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 6687 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 4891 | |
| 1 | 1796 | 26.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 6687 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 4891 | |
| 1 | 1796 | 26.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6687 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 4891 | |
| 1 | 1796 | 26.9% |
Account Length (in months)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 77 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.33782 |
| Minimum | 1 |
|---|---|
| Maximum | 77 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 52.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 9 |
| median | 29 |
| Q3 | 55 |
| 95-th percentile | 71 |
| Maximum | 77 |
| Range | 76 |
| Interquartile range (IQR) | 46 |
Descriptive statistics
| Standard deviation | 24.595689 |
|---|---|
| Coefficient of variation (CV) | 0.76058589 |
| Kurtosis | -1.3788335 |
| Mean | 32.33782 |
| Median Absolute Deviation (MAD) | 22 |
| Skewness | 0.24987562 |
| Sum | 216243 |
| Variance | 604.94793 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 591 | 8.8% |
| 2 | 225 | 3.4% |
| 3 | 188 | 2.8% |
| 71 | 167 | 2.5% |
| 4 | 161 | 2.4% |
| 70 | 143 | 2.1% |
| 5 | 138 | 2.1% |
| 72 | 137 | 2.0% |
| 7 | 125 | 1.9% |
| 9 | 122 | 1.8% |
| Other values (67) | 4690 |
| Value | Count | Frequency (%) |
| 1 | 591 | |
| 2 | 225 | 3.4% |
| 3 | 188 | 2.8% |
| 4 | 161 | 2.4% |
| 5 | 138 | 2.1% |
| 6 | 97 | 1.5% |
| 7 | 125 | 1.9% |
| 8 | 115 | 1.7% |
| 9 | 122 | 1.8% |
| 10 | 103 | 1.5% |
| Value | Count | Frequency (%) |
| 77 | 5 | 0.1% |
| 76 | 3 | < 0.1% |
| 75 | 14 | 0.2% |
| 74 | 39 | 0.6% |
| 73 | 102 | |
| 72 | 137 | |
| 71 | 167 | |
| 70 | 143 | |
| 69 | 99 | |
| 68 | 95 |
Local Calls
Real number (ℝ)
HIGH CORRELATION
| Distinct | 521 |
|---|---|
| Distinct (%) | 7.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 130.97413 |
| Minimum | 1 |
|---|---|
| Maximum | 918 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 52.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 31 |
| median | 98 |
| Q3 | 199 |
| 95-th percentile | 373 |
| Maximum | 918 |
| Range | 917 |
| Interquartile range (IQR) | 168 |
Descriptive statistics
| Standard deviation | 121.89397 |
|---|---|
| Coefficient of variation (CV) | 0.93067209 |
| Kurtosis | 1.1661736 |
| Mean | 130.97413 |
| Median Absolute Deviation (MAD) | 77 |
| Skewness | 1.1669733 |
| Sum | 875824 |
| Variance | 14858.139 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6 | 143 | 2.1% |
| 4 | 134 | 2.0% |
| 5 | 126 | 1.9% |
| 2 | 115 | 1.7% |
| 3 | 109 | 1.6% |
| 7 | 91 | 1.4% |
| 8 | 68 | 1.0% |
| 9 | 66 | 1.0% |
| 10 | 63 | 0.9% |
| 12 | 48 | 0.7% |
| Other values (511) | 5724 |
| Value | Count | Frequency (%) |
| 1 | 20 | 0.3% |
| 2 | 115 | |
| 3 | 109 | |
| 4 | 134 | |
| 5 | 126 | |
| 6 | 143 | |
| 7 | 91 | |
| 8 | 68 | |
| 9 | 66 | |
| 10 | 63 |
| Value | Count | Frequency (%) |
| 918 | 1 | |
| 798 | 1 | |
| 722 | 1 | |
| 697 | 1 | |
| 694 | 1 | |
| 677 | 1 | |
| 676 | 1 | |
| 641 | 1 | |
| 637 | 1 | |
| 615 | 1 |
Local Mins
Real number (ℝ)
HIGH CORRELATION
| Distinct | 4222 |
|---|---|
| Distinct (%) | 63.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 322.75286 |
| Minimum | 4 |
|---|---|
| Maximum | 1234.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 52.4 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 76.9 |
| median | 250.5 |
| Q3 | 498.05 |
| 95-th percentile | 911.74 |
| Maximum | 1234.2 |
| Range | 1230.2 |
| Interquartile range (IQR) | 421.15 |
Descriptive statistics
| Standard deviation | 288.61993 |
|---|---|
| Coefficient of variation (CV) | 0.89424437 |
| Kurtosis | -0.030940292 |
| Mean | 322.75286 |
| Median Absolute Deviation (MAD) | 194.2 |
| Skewness | 0.91633407 |
| Sum | 2158248.4 |
| Variance | 83301.465 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 15 | 57 | 0.9% |
| 14 | 57 | 0.9% |
| 7 | 54 | 0.8% |
| 11 | 49 | 0.7% |
| 4 | 48 | 0.7% |
| 13 | 47 | 0.7% |
| 10 | 46 | 0.7% |
| 12 | 46 | 0.7% |
| 16 | 45 | 0.7% |
| 5 | 40 | 0.6% |
| Other values (4212) | 6198 |
| Value | Count | Frequency (%) |
| 4 | 48 | |
| 5 | 40 | |
| 6 | 34 | |
| 6.4 | 2 | < 0.1% |
| 6.9 | 2 | < 0.1% |
| 7 | 54 | |
| 7.4 | 1 | < 0.1% |
| 7.6 | 1 | < 0.1% |
| 7.9 | 2 | < 0.1% |
| 8 | 36 |
| Value | Count | Frequency (%) |
| 1234.2 | 1 | |
| 1188.6 | 1 | |
| 1179.8 | 1 | |
| 1176.6 | 1 | |
| 1171.3 | 1 | |
| 1166.1 | 1 | |
| 1165.6 | 1 | |
| 1162.9 | 2 | |
| 1158.8 | 1 | |
| 1158.1 | 2 |
Intl Calls
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 335 |
|---|---|
| Distinct (%) | 5.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.097524 |
| Minimum | 0 |
|---|---|
| Maximum | 1120 |
| Zeros | 4116 |
| Zeros (%) | 61.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 52.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 52 |
| 95-th percentile | 276 |
| Maximum | 1120 |
| Range | 1120 |
| Interquartile range (IQR) | 52 |
Descriptive statistics
| Standard deviation | 103.59237 |
|---|---|
| Coefficient of variation (CV) | 2.0273462 |
| Kurtosis | 12.746142 |
| Mean | 51.097524 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.9593213 |
| Sum | 341689.14 |
| Variance | 10731.379 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4116 | |
| 4 | 168 | 2.5% |
| 8 | 75 | 1.1% |
| 12 | 68 | 1.0% |
| 16 | 60 | 0.9% |
| 36 | 42 | 0.6% |
| 20 | 40 | 0.6% |
| 28 | 39 | 0.6% |
| 284 | 35 | 0.5% |
| 32 | 35 | 0.5% |
| Other values (325) | 2009 |
| Value | Count | Frequency (%) |
| 0 | 4116 | |
| 1 | 4 | 0.1% |
| 2 | 11 | 0.2% |
| 3 | 22 | 0.3% |
| 4 | 168 | 2.5% |
| 4.08 | 1 | < 0.1% |
| 4.2 | 1 | < 0.1% |
| 5 | 12 | 0.2% |
| 5.880735125 | 2 | < 0.1% |
| 6 | 19 | 0.3% |
| Value | Count | Frequency (%) |
| 1120 | 1 | |
| 1050 | 1 | |
| 975 | 1 | |
| 962 | 1 | |
| 910 | 1 | |
| 896 | 1 | |
| 828 | 1 | |
| 825 | 1 | |
| 816 | 1 | |
| 768 | 1 |
Intl Mins
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 1626 |
|---|---|
| Distinct (%) | 24.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 130.07062 |
| Minimum | 0 |
|---|---|
| Maximum | 1372.5 |
| Zeros | 4116 |
| Zeros (%) | 61.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 52.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 140.4 |
| 95-th percentile | 720.35 |
| Maximum | 1372.5 |
| Range | 1372.5 |
| Interquartile range (IQR) | 140.4 |
Descriptive statistics
| Standard deviation | 243.52783 |
|---|---|
| Coefficient of variation (CV) | 1.8722738 |
| Kurtosis | 2.9525347 |
| Mean | 130.07062 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.9703145 |
| Sum | 869782.26 |
| Variance | 59305.803 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4116 | |
| 9.7 | 12 | 0.2% |
| 12.8 | 11 | 0.2% |
| 12.1 | 9 | 0.1% |
| 13.3 | 7 | 0.1% |
| 14 | 6 | 0.1% |
| 53.6 | 6 | 0.1% |
| 594 | 6 | 0.1% |
| 10.7 | 6 | 0.1% |
| 335.4 | 6 | 0.1% |
| Other values (1616) | 2502 |
| Value | Count | Frequency (%) |
| 0 | 4116 | |
| 1 | 3 | < 0.1% |
| 2.4 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 5.1 | 1 | < 0.1% |
| 5.4 | 1 | < 0.1% |
| 5.5 | 1 | < 0.1% |
| 5.7 | 1 | < 0.1% |
| 5.8 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1372.5 | 1 | |
| 1225 | 1 | |
| 1224 | 1 | |
| 1214.1 | 1 | |
| 1171.5 | 1 | |
| 1164.4 | 1 | |
| 1161.8 | 1 | |
| 1144.6 | 1 | |
| 1134.6 | 1 | |
| 1128.6 | 2 |
Intl Active
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 52.4 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 6687 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 4116 | |
| 1 | 2571 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 4116 | |
| 1 | 2571 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 4116 | |
| 1 | 2571 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 6687 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 4116 | |
| 1 | 2571 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 6687 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 4116 | |
| 1 | 2571 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6687 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 4116 | |
| 1 | 2571 |
Intl Plan
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 52.4 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 6687 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 6036 | |
| 1 | 651 | 9.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 6036 | |
| 1 | 651 | 9.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6036 | |
| 1 | 651 | 9.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 6687 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 6036 | |
| 1 | 651 | 9.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 6687 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 6036 | |
| 1 | 651 | 9.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6687 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 6036 | |
| 1 | 651 | 9.7% |
Extra International Charges
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 1290 |
|---|---|
| Distinct (%) | 19.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.641783 |
| Minimum | 0 |
|---|---|
| Maximum | 585.8 |
| Zeros | 4464 |
| Zeros (%) | 66.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 52.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 16.4 |
| 95-th percentile | 204 |
| Maximum | 585.8 |
| Range | 585.8 |
| Interquartile range (IQR) | 16.4 |
Descriptive statistics
| Standard deviation | 76.346828 |
|---|---|
| Coefficient of variation (CV) | 2.269405 |
| Kurtosis | 9.5904293 |
| Mean | 33.641783 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.9422055 |
| Sum | 224962.6 |
| Variance | 5828.8382 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4464 | |
| 2.6 | 13 | 0.2% |
| 4.3 | 13 | 0.2% |
| 2.5 | 10 | 0.1% |
| 3.2 | 10 | 0.1% |
| 2.8 | 10 | 0.1% |
| 3.7 | 9 | 0.1% |
| 4.7 | 9 | 0.1% |
| 5.3 | 9 | 0.1% |
| 2.9 | 8 | 0.1% |
| Other values (1280) | 2132 |
| Value | Count | Frequency (%) |
| 0 | 4464 | |
| 0.2 | 2 | < 0.1% |
| 0.3 | 1 | < 0.1% |
| 0.5 | 1 | < 0.1% |
| 0.8 | 1 | < 0.1% |
| 1.2 | 1 | < 0.1% |
| 1.3 | 1 | < 0.1% |
| 1.4 | 3 | < 0.1% |
| 1.5 | 1 | < 0.1% |
| 1.6 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 585.8 | 1 | |
| 582.2 | 1 | |
| 539.6 | 1 | |
| 529.2 | 1 | |
| 525.6 | 1 | |
| 520.8 | 1 | |
| 509.2 | 1 | |
| 506.3 | 1 | |
| 486.4 | 1 | |
| 483 | 1 |
Customer Service Calls
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.91565725 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 4056 |
| Zeros (%) | 60.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 52.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.411484 |
|---|---|
| Coefficient of variation (CV) | 1.5414982 |
| Kurtosis | 1.3959339 |
| Mean | 0.91565725 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.5409945 |
| Sum | 6123 |
| Variance | 1.992287 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 0 | 4056 | |
| 1 | 889 | 13.3% |
| 2 | 863 | 12.9% |
| 3 | 297 | 4.4% |
| 4 | 293 | 4.4% |
| 5 | 289 | 4.3% |
| Value | Count | Frequency (%) |
| 0 | 4056 | |
| 1 | 889 | 13.3% |
| 2 | 863 | 12.9% |
| 3 | 297 | 4.4% |
| 4 | 293 | 4.4% |
| 5 | 289 | 4.3% |
| Value | Count | Frequency (%) |
| 5 | 289 | 4.3% |
| 4 | 293 | 4.4% |
| 3 | 297 | 4.4% |
| 2 | 863 | 12.9% |
| 1 | 889 | 13.3% |
| 0 | 4056 |
Avg Monthly GB Download
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 36 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.6962764 |
| Minimum | 0 |
|---|---|
| Maximum | 43 |
| Zeros | 1485 |
| Zeros (%) | 22.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 52.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 5 |
| Q3 | 9 |
| 95-th percentile | 24 |
| Maximum | 43 |
| Range | 43 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 7.4543394 |
|---|---|
| Coefficient of variation (CV) | 1.1132067 |
| Kurtosis | 3.7214425 |
| Mean | 6.6962764 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.7934869 |
| Sum | 44778 |
| Variance | 55.567176 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=36)
| Value | Count | Frequency (%) |
| 0 | 1485 | |
| 5 | 523 | 7.8% |
| 4 | 474 | 7.1% |
| 3 | 469 | 7.0% |
| 2 | 433 | 6.5% |
| 6 | 429 | 6.4% |
| 1 | 377 | 5.6% |
| 7 | 326 | 4.9% |
| 8 | 260 | 3.9% |
| 9 | 250 | 3.7% |
| Other values (26) | 1661 |
| Value | Count | Frequency (%) |
| 0 | 1485 | |
| 1 | 377 | 5.6% |
| 2 | 433 | 6.5% |
| 3 | 469 | 7.0% |
| 4 | 474 | 7.1% |
| 5 | 523 | 7.8% |
| 6 | 429 | 6.4% |
| 7 | 326 | 4.9% |
| 8 | 260 | 3.9% |
| 9 | 250 | 3.7% |
| Value | Count | Frequency (%) |
| 43 | 8 | 0.1% |
| 41 | 8 | 0.1% |
| 38 | 21 | |
| 37 | 19 | 0.3% |
| 36 | 9 | 0.1% |
| 35 | 20 | |
| 30 | 49 | |
| 29 | 24 | |
| 28 | 17 | 0.3% |
| 27 | 35 |
Unlimited Data Plan
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 52.4 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 6687 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 4494 | |
| 0 | 2193 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 4494 | |
| 0 | 2193 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 4494 | |
| 0 | 2193 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 6687 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 4494 | |
| 0 | 2193 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 6687 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 4494 | |
| 0 | 2193 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6687 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 4494 | |
| 0 | 2193 |
Extra Data Charges
Real number (ℝ)
ZEROS
| Distinct | 91 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3744579 |
| Minimum | 0 |
|---|---|
| Maximum | 99 |
| Zeros | 5999 |
| Zeros (%) | 89.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 52.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 29.7 |
| Maximum | 99 |
| Range | 99 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 12.565309 |
|---|---|
| Coefficient of variation (CV) | 3.7236525 |
| Kurtosis | 19.53365 |
| Mean | 3.3744579 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.3364777 |
| Sum | 22565 |
| Variance | 157.88698 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 5999 | |
| 6 | 42 | 0.6% |
| 5 | 41 | 0.6% |
| 4 | 33 | 0.5% |
| 7 | 19 | 0.3% |
| 19 | 17 | 0.3% |
| 13 | 16 | 0.2% |
| 38 | 15 | 0.2% |
| 12 | 14 | 0.2% |
| 23 | 13 | 0.2% |
| Other values (81) | 478 | 7.1% |
| Value | Count | Frequency (%) |
| 0 | 5999 | |
| 3 | 6 | 0.1% |
| 4 | 33 | 0.5% |
| 5 | 41 | 0.6% |
| 6 | 42 | 0.6% |
| 7 | 19 | 0.3% |
| 8 | 7 | 0.1% |
| 9 | 7 | 0.1% |
| 10 | 6 | 0.1% |
| 11 | 9 | 0.1% |
| Value | Count | Frequency (%) |
| 99 | 3 | |
| 96 | 1 | < 0.1% |
| 95 | 1 | < 0.1% |
| 93 | 1 | < 0.1% |
| 92 | 2 | |
| 91 | 1 | < 0.1% |
| 90 | 2 | |
| 88 | 3 | |
| 87 | 1 | < 0.1% |
| 83 | 3 |
State
Text
| Distinct | 51 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 52.4 KiB |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 13374 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | KS |
|---|---|
| 2nd row | OH |
| 3rd row | OH |
| 4th row | MO |
| 5th row | WV |
| Value | Count | Frequency (%) |
| wv | 213 | 3.2% |
| mn | 168 | 2.5% |
| ny | 167 | 2.5% |
| al | 161 | 2.4% |
| oh | 158 | 2.4% |
| wi | 156 | 2.3% |
| or | 156 | 2.3% |
| va | 155 | 2.3% |
| wy | 154 | 2.3% |
| ct | 148 | 2.2% |
| Other values (41) | 5051 |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 1471 | 11.0% |
| A | 1380 | 10.3% |
| M | 1227 | 9.2% |
| I | 1035 | 7.7% |
| T | 827 | 6.2% |
| D | 761 | 5.7% |
| C | 712 | 5.3% |
| O | 696 | 5.2% |
| W | 655 | 4.9% |
| V | 647 | 4.8% |
| Other values (14) | 3963 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 13374 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 1471 | 11.0% |
| A | 1380 | 10.3% |
| M | 1227 | 9.2% |
| I | 1035 | 7.7% |
| T | 827 | 6.2% |
| D | 761 | 5.7% |
| C | 712 | 5.3% |
| O | 696 | 5.2% |
| W | 655 | 4.9% |
| V | 647 | 4.8% |
| Other values (14) | 3963 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 13374 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| N | 1471 | 11.0% |
| A | 1380 | 10.3% |
| M | 1227 | 9.2% |
| I | 1035 | 7.7% |
| T | 827 | 6.2% |
| D | 761 | 5.7% |
| C | 712 | 5.3% |
| O | 696 | 5.2% |
| W | 655 | 4.9% |
| V | 647 | 4.8% |
| Other values (14) | 3963 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 13374 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| N | 1471 | 11.0% |
| A | 1380 | 10.3% |
| M | 1227 | 9.2% |
| I | 1035 | 7.7% |
| T | 827 | 6.2% |
| D | 761 | 5.7% |
| C | 712 | 5.3% |
| O | 696 | 5.2% |
| W | 655 | 4.9% |
| V | 647 | 4.8% |
| Other values (14) | 3963 |
Phone Number
Text
| Distinct | 6677 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 52.4 KiB |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 8.0276656 |
| Min length | 7 |
Characters and Unicode
| Total characters | 53681 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 6667 ? |
|---|---|
| Unique (%) | 99.7% |
Sample
| 1st row | 382-4657 |
|---|---|
| 2nd row | 371-7191 |
| 3rd row | 375-9999 |
| 4th row | 329-9001 |
| 5th row | 330-8173 |
| Value | Count | Frequency (%) |
| 359-9794 | 2 | < 0.1% |
| 277-4048 | 2 | < 0.1% |
| 334-9818 | 2 | < 0.1% |
| 329-6144 | 2 | < 0.1% |
| 390-3401 | 2 | < 0.1% |
| 311-9063 | 2 | < 0.1% |
| 333-7803 | 2 | < 0.1% |
| 312-3187 | 2 | < 0.1% |
| 365-9011 | 2 | < 0.1% |
| 313-7716 | 2 | < 0.1% |
| Other values (6667) | 6667 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 9057 | |
| - | 6687 | |
| 4 | 4943 | |
| 2 | 4830 | |
| 9 | 4176 | |
| 5 | 4175 | |
| 1 | 4089 | |
| 8 | 4057 | |
| 6 | 4047 | |
| 7 | 4033 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 46994 | |
| Dash Punctuation | 6687 | 12.5% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 9057 | |
| 4 | 4943 | |
| 2 | 4830 | |
| 9 | 4176 | |
| 5 | 4175 | |
| 1 | 4089 | |
| 8 | 4057 | |
| 6 | 4047 | |
| 7 | 4033 | |
| 0 | 3587 | 7.6% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 6687 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 53681 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 9057 | |
| - | 6687 | |
| 4 | 4943 | |
| 2 | 4830 | |
| 9 | 4176 | |
| 5 | 4175 | |
| 1 | 4089 | |
| 8 | 4057 | |
| 6 | 4047 | |
| 7 | 4033 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 53681 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 9057 | |
| - | 6687 | |
| 4 | 4943 | |
| 2 | 4830 | |
| 9 | 4176 | |
| 5 | 4175 | |
| 1 | 4089 | |
| 8 | 4057 | |
| 6 | 4047 | |
| 7 | 4033 |
Gender
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 52.4 KiB |
| 1 | |
|---|---|
| 0 | |
| 2 | 7 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 6687 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 3379 | |
| 0 | 3301 | |
| 2 | 7 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 3379 | |
| 0 | 3301 | |
| 2 | 7 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 3379 | |
| 0 | 3301 | |
| 2 | 7 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 6687 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 3379 | |
| 0 | 3301 | |
| 2 | 7 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 6687 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 3379 | |
| 0 | 3301 | |
| 2 | 7 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6687 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 3379 | |
| 0 | 3301 | |
| 2 | 7 | 0.1% |
Age
Real number (ℝ)
HIGH CORRELATION
| Distinct | 67 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.448632 |
| Minimum | 19 |
|---|---|
| Maximum | 85 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 52.4 KiB |
Quantile statistics
| Minimum | 19 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 33 |
| median | 47 |
| Q3 | 60 |
| 95-th percentile | 77 |
| Maximum | 85 |
| Range | 66 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 16.969893 |
|---|---|
| Coefficient of variation (CV) | 0.35764769 |
| Kurtosis | -0.92804108 |
| Mean | 47.448632 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 0.21438577 |
| Sum | 317289 |
| Variance | 287.97728 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 29 | 194 | 2.9% |
| 48 | 179 | 2.7% |
| 21 | 147 | 2.2% |
| 47 | 139 | 2.1% |
| 45 | 139 | 2.1% |
| 25 | 139 | 2.1% |
| 41 | 138 | 2.1% |
| 38 | 138 | 2.1% |
| 43 | 136 | 2.0% |
| 46 | 131 | 2.0% |
| Other values (57) | 5207 |
| Value | Count | Frequency (%) |
| 19 | 50 | 0.7% |
| 20 | 63 | |
| 21 | 147 | |
| 22 | 118 | |
| 23 | 125 | |
| 24 | 110 | |
| 25 | 139 | |
| 26 | 111 | |
| 27 | 121 | |
| 28 | 109 |
| Value | Count | Frequency (%) |
| 85 | 25 | 0.4% |
| 84 | 40 | |
| 83 | 28 | |
| 82 | 40 | |
| 81 | 36 | |
| 80 | 35 | |
| 79 | 38 | |
| 78 | 47 | |
| 77 | 66 | |
| 76 | 60 |
Under 30
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 52.4 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 6687 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 5400 | |
| 1 | 1287 | 19.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 5400 | |
| 1 | 1287 | 19.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5400 | |
| 1 | 1287 | 19.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 6687 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 5400 | |
| 1 | 1287 | 19.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 6687 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 5400 | |
| 1 | 1287 | 19.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6687 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 5400 | |
| 1 | 1287 | 19.2% |
Senior
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 52.4 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 6687 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 5460 | |
| 1 | 1227 | 18.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 5460 | |
| 1 | 1227 | 18.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5460 | |
| 1 | 1227 | 18.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 6687 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 5460 | |
| 1 | 1227 | 18.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 6687 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 5460 | |
| 1 | 1227 | 18.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6687 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 5460 | |
| 1 | 1227 | 18.3% |
Group
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 52.4 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 6687 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 5166 | |
| 1 | 1521 | 22.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 5166 | |
| 1 | 1521 | 22.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5166 | |
| 1 | 1521 | 22.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 6687 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 5166 | |
| 1 | 1521 | 22.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 6687 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 5166 | |
| 1 | 1521 | 22.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6687 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 5166 | |
| 1 | 1521 | 22.7% |
Number of Customers in Group
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.83789442 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 5166 |
| Zeros (%) | 77.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 52.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.7007801 |
|---|---|
| Coefficient of variation (CV) | 2.0298263 |
| Kurtosis | 2.297229 |
| Mean | 0.83789442 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.8989939 |
| Sum | 5603 |
| Variance | 2.8926529 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 0 | 5166 | |
| 2 | 492 | 7.4% |
| 3 | 270 | 4.0% |
| 6 | 268 | 4.0% |
| 4 | 254 | 3.8% |
| 5 | 237 | 3.5% |
| Value | Count | Frequency (%) |
| 0 | 5166 | |
| 2 | 492 | 7.4% |
| 3 | 270 | 4.0% |
| 4 | 254 | 3.8% |
| 5 | 237 | 3.5% |
| 6 | 268 | 4.0% |
| Value | Count | Frequency (%) |
| 6 | 268 | 4.0% |
| 5 | 237 | 3.5% |
| 4 | 254 | 3.8% |
| 3 | 270 | 4.0% |
| 2 | 492 | 7.4% |
| 0 | 5166 |
Device Protection & Online Backup
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 52.4 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 6687 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 4393 | |
| 1 | 2294 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 4393 | |
| 1 | 2294 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 4393 | |
| 1 | 2294 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 6687 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 4393 | |
| 1 | 2294 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 6687 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 4393 | |
| 1 | 2294 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6687 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 4393 | |
| 1 | 2294 |
Contract Type
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 52.4 KiB |
| 0 | |
|---|---|
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 6687 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 3411 | |
| 2 | 1797 | |
| 1 | 1479 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 3411 | |
| 2 | 1797 | |
| 1 | 1479 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 3411 | |
| 2 | 1797 | |
| 1 | 1479 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 6687 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 3411 | |
| 2 | 1797 | |
| 1 | 1479 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 6687 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 3411 | |
| 2 | 1797 | |
| 1 | 1479 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6687 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 3411 | |
| 2 | 1797 | |
| 1 | 1479 |
Payment Method
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 52.4 KiB |
| 1 | |
|---|---|
| 0 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 6687 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 2 |
| 3rd row | 1 |
| 4th row | 2 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 3702 | |
| 0 | 2614 | |
| 2 | 371 | 5.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 3702 | |
| 0 | 2614 | |
| 2 | 371 | 5.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 3702 | |
| 0 | 2614 | |
| 2 | 371 | 5.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 6687 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 3702 | |
| 0 | 2614 | |
| 2 | 371 | 5.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 6687 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 3702 | |
| 0 | 2614 | |
| 2 | 371 | 5.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6687 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 3702 | |
| 0 | 2614 | |
| 2 | 371 | 5.5% |
Monthly Charge
Real number (ℝ)
HIGH CORRELATION
| Distinct | 74 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.030357 |
| Minimum | 5 |
|---|---|
| Maximum | 78 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 52.4 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 16 |
| median | 31 |
| Q3 | 43 |
| 95-th percentile | 59 |
| Maximum | 78 |
| Range | 73 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 16.288147 |
|---|---|
| Coefficient of variation (CV) | 0.52491008 |
| Kurtosis | -0.8720226 |
| Mean | 31.030357 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 0.20551241 |
| Sum | 207500 |
| Variance | 265.30374 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10 | 249 | 3.7% |
| 9 | 233 | 3.5% |
| 8 | 226 | 3.4% |
| 7 | 192 | 2.9% |
| 12 | 174 | 2.6% |
| 11 | 168 | 2.5% |
| 13 | 165 | 2.5% |
| 35 | 163 | 2.4% |
| 34 | 155 | 2.3% |
| 39 | 155 | 2.3% |
| Other values (64) | 4807 |
| Value | Count | Frequency (%) |
| 5 | 12 | 0.2% |
| 6 | 74 | 1.1% |
| 7 | 192 | |
| 8 | 226 | |
| 9 | 233 | |
| 10 | 249 | |
| 11 | 168 | |
| 12 | 174 | |
| 13 | 165 | |
| 14 | 61 | 0.9% |
| Value | Count | Frequency (%) |
| 78 | 1 | < 0.1% |
| 77 | 1 | < 0.1% |
| 76 | 2 | < 0.1% |
| 75 | 3 | < 0.1% |
| 74 | 2 | < 0.1% |
| 73 | 5 | |
| 72 | 5 | |
| 71 | 3 | < 0.1% |
| 70 | 12 | |
| 69 | 12 |
Total Charges
Real number (ℝ)
HIGH CORRELATION
| Distinct | 2654 |
|---|---|
| Distinct (%) | 39.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1083.7556 |
| Minimum | 6 |
|---|---|
| Maximum | 5574 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 52.4 KiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 23.3 |
| Q1 | 181 |
| median | 647 |
| Q3 | 1732.5 |
| 95-th percentile | 3393.1 |
| Maximum | 5574 |
| Range | 5568 |
| Interquartile range (IQR) | 1551.5 |
Descriptive statistics
| Standard deviation | 1127.0749 |
|---|---|
| Coefficient of variation (CV) | 1.0399714 |
| Kurtosis | 0.68311597 |
| Mean | 1083.7556 |
| Median Absolute Deviation (MAD) | 565 |
| Skewness | 1.1969999 |
| Sum | 7247074 |
| Variance | 1270297.7 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10 | 34 | 0.5% |
| 13 | 32 | 0.5% |
| 26 | 32 | 0.5% |
| 12 | 29 | 0.4% |
| 27 | 27 | 0.4% |
| 16 | 24 | 0.4% |
| 37 | 23 | 0.3% |
| 7 | 23 | 0.3% |
| 9 | 22 | 0.3% |
| 25 | 22 | 0.3% |
| Other values (2644) | 6419 |
| Value | Count | Frequency (%) |
| 6 | 9 | 0.1% |
| 7 | 23 | |
| 8 | 21 | |
| 9 | 22 | |
| 10 | 34 | |
| 11 | 19 | |
| 12 | 29 | |
| 13 | 32 | |
| 14 | 11 | 0.2% |
| 15 | 9 | 0.1% |
| Value | Count | Frequency (%) |
| 5574 | 1 | |
| 5473 | 1 | |
| 5392 | 1 | |
| 5375 | 1 | |
| 5347 | 1 | |
| 5274 | 1 | |
| 5202 | 1 | |
| 5187 | 1 | |
| 5182 | 1 | |
| 5180 | 1 |
Churn Category
Categorical
HIGH CORRELATION MISSING
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 4918 |
| Missing (%) | 73.5% |
| Memory size | 52.4 KiB |
| Competitor | |
|---|---|
| Attitude | |
| Dissatisfaction | |
| Price | |
| Other |
Length
| Max length | 15 |
|---|---|
| Median length | 10 |
| Mean length | 9.3787451 |
| Min length | 5 |
Characters and Unicode
| Total characters | 16591 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Competitor |
|---|---|
| 2nd row | Competitor |
| 3rd row | Other |
| 4th row | Competitor |
| 5th row | Competitor |
Common Values
| Value | Count | Frequency (%) |
| Competitor | 805 | 12.0% |
| Attitude | 287 | 4.3% |
| Dissatisfaction | 286 | 4.3% |
| Price | 200 | 3.0% |
| Other | 191 | 2.9% |
| (Missing) | 4918 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| competitor | 805 | |
| attitude | 287 | 16.2% |
| dissatisfaction | 286 | 16.2% |
| price | 200 | 11.3% |
| other | 191 | 10.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 3234 | |
| i | 2150 | |
| o | 1896 | |
| e | 1483 | |
| r | 1196 | 7.2% |
| s | 858 | 5.2% |
| C | 805 | 4.9% |
| m | 805 | 4.9% |
| p | 805 | 4.9% |
| a | 572 | 3.4% |
| Other values (10) | 2787 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 14822 | |
| Uppercase Letter | 1769 | 10.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 3234 | |
| i | 2150 | |
| o | 1896 | |
| e | 1483 | |
| r | 1196 | 8.1% |
| s | 858 | 5.8% |
| m | 805 | 5.4% |
| p | 805 | 5.4% |
| a | 572 | 3.9% |
| c | 486 | 3.3% |
| Other values (5) | 1337 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 805 | |
| A | 287 | 16.2% |
| D | 286 | 16.2% |
| P | 200 | 11.3% |
| O | 191 | 10.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 16591 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 3234 | |
| i | 2150 | |
| o | 1896 | |
| e | 1483 | |
| r | 1196 | 7.2% |
| s | 858 | 5.2% |
| C | 805 | 4.9% |
| m | 805 | 4.9% |
| p | 805 | 4.9% |
| a | 572 | 3.4% |
| Other values (10) | 2787 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 16591 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 3234 | |
| i | 2150 | |
| o | 1896 | |
| e | 1483 | |
| r | 1196 | 7.2% |
| s | 858 | 5.2% |
| C | 805 | 4.9% |
| m | 805 | 4.9% |
| p | 805 | 4.9% |
| a | 572 | 3.4% |
| Other values (10) | 2787 |
Churn Reason
Categorical
HIGH CORRELATION MISSING
| Distinct | 20 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 4918 |
| Missing (%) | 73.5% |
| Memory size | 52.4 KiB |
| Competitor made better offer | |
|---|---|
| Competitor had better devices | |
| Attitude of support person | |
| Don't know | |
| Competitor offered more data | |
| Other values (15) |
Length
| Max length | 41 |
|---|---|
| Median length | 32 |
| Mean length | 25.243075 |
| Min length | 5 |
Characters and Unicode
| Total characters | 44655 |
|---|---|
| Distinct characters | 37 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Competitor made better offer |
|---|---|
| 2nd row | Competitor made better offer |
| 3rd row | Moved |
| 4th row | Competitor made better offer |
| 5th row | Competitor had better devices |
Common Values
| Value | Count | Frequency (%) |
| Competitor made better offer | 303 | 4.5% |
| Competitor had better devices | 297 | 4.4% |
| Attitude of support person | 203 | 3.0% |
| Don't know | 123 | 1.8% |
| Competitor offered more data | 110 | 1.6% |
| Competitor offered higher download speeds | 95 | 1.4% |
| Attitude of service provider | 84 | 1.3% |
| Price too high | 74 | 1.1% |
| Product dissatisfaction | 73 | 1.1% |
| Network reliability | 69 | 1.0% |
| Other values (10) | 338 | 5.1% |
| (Missing) | 4918 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| competitor | 805 | 12.8% |
| better | 600 | 9.5% |
| of | 417 | 6.6% |
| made | 303 | 4.8% |
| offer | 303 | 4.8% |
| had | 297 | 4.7% |
| devices | 297 | 4.7% |
| attitude | 287 | 4.6% |
| support | 244 | 3.9% |
| offered | 205 | 3.3% |
| Other values (37) | 2536 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 5823 | |
| t | 4936 | |
| 4525 | ||
| o | 4401 | 9.9% |
| r | 3503 | 7.8% |
| i | 2755 | 6.2% |
| d | 2397 | 5.4% |
| s | 1799 | 4.0% |
| p | 1783 | 4.0% |
| a | 1727 | 3.9% |
| Other values (27) | 11006 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 38158 | |
| Space Separator | 4525 | 10.1% |
| Uppercase Letter | 1795 | 4.0% |
| Other Punctuation | 151 | 0.3% |
| Dash Punctuation | 26 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 5823 | |
| t | 4936 | |
| o | 4401 | |
| r | 3503 | |
| i | 2755 | 7.2% |
| d | 2397 | 6.3% |
| s | 1799 | 4.7% |
| p | 1783 | 4.7% |
| a | 1727 | 4.5% |
| f | 1648 | 4.3% |
| Other values (13) | 7386 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 805 | |
| A | 287 | 16.0% |
| P | 188 | 10.5% |
| L | 150 | 8.4% |
| D | 129 | 7.2% |
| N | 69 | 3.8% |
| S | 60 | 3.3% |
| M | 44 | 2.5% |
| E | 37 | 2.1% |
| W | 26 | 1.4% |
Other Punctuation
| Value | Count | Frequency (%) |
| ' | 123 | |
| / | 28 | 18.5% |
Space Separator
| Value | Count | Frequency (%) |
| 4525 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 26 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 39953 | |
| Common | 4702 | 10.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 5823 | |
| t | 4936 | |
| o | 4401 | |
| r | 3503 | 8.8% |
| i | 2755 | 6.9% |
| d | 2397 | 6.0% |
| s | 1799 | 4.5% |
| p | 1783 | 4.5% |
| a | 1727 | 4.3% |
| f | 1648 | 4.1% |
| Other values (23) | 9181 |
Common
| Value | Count | Frequency (%) |
| 4525 | ||
| ' | 123 | 2.6% |
| / | 28 | 0.6% |
| - | 26 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 44655 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 5823 | |
| t | 4936 | |
| 4525 | ||
| o | 4401 | 9.9% |
| r | 3503 | 7.8% |
| i | 2755 | 6.2% |
| d | 2397 | 5.4% |
| s | 1799 | 4.0% |
| p | 1783 | 4.0% |
| a | 1727 | 3.9% |
| Other values (27) | 11006 |
| Account Length (in months) | Age | Avg Monthly GB Download | Churn Category | Churn Label | Churn Reason | Contract Type | Customer Service Calls | Device Protection & Online Backup | Extra Data Charges | Extra International Charges | Gender | Group | Intl Active | Intl Calls | Intl Mins | Intl Plan | Local Calls | Local Mins | Monthly Charge | Number of Customers in Group | Payment Method | Senior | Total Charges | Under 30 | Unlimited Data Plan | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Account Length (in months) | 1.000 | 0.012 | 0.057 | 0.023 | 0.363 | 0.028 | 0.504 | -0.214 | 0.364 | 0.019 | 0.017 | 0.000 | 0.135 | 0.056 | 0.107 | 0.111 | 0.000 | 0.895 | 0.908 | 0.191 | 0.135 | 0.099 | 0.005 | 0.873 | 0.000 | 0.022 |
| Age | 0.012 | 1.000 | -0.213 | 0.000 | 0.128 | 0.000 | 0.026 | 0.068 | 0.048 | 0.032 | 0.018 | 0.000 | 0.144 | 0.031 | 0.016 | 0.016 | 0.000 | 0.011 | 0.010 | 0.144 | -0.112 | 0.100 | 0.972 | 0.075 | 0.901 | 0.117 |
| Avg Monthly GB Download | 0.057 | -0.213 | 1.000 | 0.054 | 0.103 | 0.038 | 0.071 | 0.047 | 0.227 | 0.134 | 0.049 | 0.028 | 0.128 | 0.020 | 0.030 | 0.029 | 0.030 | 0.052 | 0.053 | 0.479 | 0.005 | 0.090 | 0.163 | 0.294 | 0.508 | 0.415 |
| Churn Category | 0.023 | 0.000 | 0.054 | 1.000 | 1.000 | 0.988 | 0.032 | 0.000 | 0.067 | 0.000 | 0.037 | 0.000 | 0.060 | 0.187 | 0.049 | 0.077 | 0.000 | 0.000 | 0.011 | 0.100 | 0.022 | 0.045 | 0.000 | 0.000 | 0.000 | 0.112 |
| Churn Label | 0.363 | 0.128 | 0.103 | 1.000 | 1.000 | 1.000 | 0.452 | 0.652 | 0.061 | 0.000 | 0.079 | 0.000 | 0.248 | 0.132 | 0.105 | 0.108 | 0.007 | 0.291 | 0.330 | 0.230 | 0.248 | 0.224 | 0.121 | 0.179 | 0.040 | 0.169 |
| Churn Reason | 0.028 | 0.000 | 0.038 | 0.988 | 1.000 | 1.000 | 0.062 | 0.034 | 0.057 | 0.000 | 0.038 | 0.000 | 0.056 | 0.203 | 0.040 | 0.057 | 0.000 | 0.000 | 0.026 | 0.089 | 0.038 | 0.075 | 0.093 | 0.000 | 0.000 | 0.183 |
| Contract Type | 0.504 | 0.026 | 0.071 | 0.032 | 0.452 | 0.062 | 1.000 | 0.207 | 0.228 | 0.016 | 0.141 | 0.000 | 0.171 | 0.054 | 0.192 | 0.211 | 0.012 | 0.384 | 0.418 | 0.122 | 0.122 | 0.119 | 0.041 | 0.307 | 0.000 | 0.138 |
| Customer Service Calls | -0.214 | 0.068 | 0.047 | 0.000 | 0.652 | 0.034 | 0.207 | 1.000 | 0.044 | 0.033 | 0.157 | 0.014 | 0.169 | 0.109 | 0.060 | 0.060 | 0.000 | -0.200 | -0.202 | 0.129 | -0.157 | 0.099 | 0.089 | -0.125 | 0.018 | 0.096 |
| Device Protection & Online Backup | 0.364 | 0.048 | 0.227 | 0.067 | 0.061 | 0.057 | 0.228 | 0.044 | 1.000 | 0.089 | 0.107 | 0.016 | 0.024 | 0.000 | 0.130 | 0.141 | 0.021 | 0.298 | 0.319 | 0.439 | 0.019 | 0.079 | 0.036 | 0.508 | 0.000 | 0.294 |
| Extra Data Charges | 0.019 | 0.032 | 0.134 | 0.000 | 0.000 | 0.000 | 0.016 | 0.033 | 0.089 | 1.000 | 0.025 | 0.000 | 0.021 | 0.000 | 0.020 | 0.017 | 0.000 | 0.013 | 0.010 | 0.130 | -0.035 | 0.026 | 0.033 | 0.081 | 0.031 | 0.420 |
| Extra International Charges | 0.017 | 0.018 | 0.049 | 0.037 | 0.079 | 0.038 | 0.141 | 0.157 | 0.107 | 0.025 | 1.000 | 0.000 | 0.034 | 0.564 | 0.801 | 0.803 | 0.149 | 0.014 | 0.013 | 0.075 | -0.023 | 0.031 | 0.003 | 0.042 | 0.000 | 0.019 |
| Gender | 0.000 | 0.000 | 0.028 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.016 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.028 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Group | 0.135 | 0.144 | 0.128 | 0.060 | 0.248 | 0.056 | 0.171 | 0.169 | 0.024 | 0.021 | 0.034 | 0.000 | 1.000 | 0.007 | 0.053 | 0.064 | 0.000 | 0.108 | 0.123 | 0.275 | 1.000 | 0.104 | 0.130 | 0.073 | 0.030 | 0.130 |
| Intl Active | 0.056 | 0.031 | 0.020 | 0.187 | 0.132 | 0.203 | 0.054 | 0.109 | 0.000 | 0.000 | 0.564 | 0.000 | 0.007 | 1.000 | 0.592 | 0.734 | 0.231 | 0.033 | 0.034 | 0.038 | 0.013 | 0.023 | 0.026 | 0.026 | 0.000 | 0.000 |
| Intl Calls | 0.107 | 0.016 | 0.030 | 0.049 | 0.105 | 0.040 | 0.192 | 0.060 | 0.130 | 0.020 | 0.801 | 0.000 | 0.053 | 0.592 | 1.000 | 0.993 | 0.199 | 0.095 | 0.096 | 0.046 | 0.013 | 0.037 | 0.027 | 0.101 | 0.000 | 0.033 |
| Intl Mins | 0.111 | 0.016 | 0.029 | 0.077 | 0.108 | 0.057 | 0.211 | 0.060 | 0.141 | 0.017 | 0.803 | 0.000 | 0.064 | 0.734 | 0.993 | 1.000 | 0.225 | 0.098 | 0.099 | 0.047 | 0.013 | 0.029 | 0.032 | 0.104 | 0.000 | 0.000 |
| Intl Plan | 0.000 | 0.000 | 0.030 | 0.000 | 0.007 | 0.000 | 0.012 | 0.000 | 0.021 | 0.000 | 0.149 | 0.000 | 0.000 | 0.231 | 0.199 | 0.225 | 1.000 | 0.022 | 0.000 | 0.000 | 0.013 | 0.028 | 0.000 | 0.000 | 0.024 | 0.000 |
| Local Calls | 0.895 | 0.011 | 0.052 | 0.000 | 0.291 | 0.000 | 0.384 | -0.200 | 0.298 | 0.013 | 0.014 | 0.028 | 0.108 | 0.033 | 0.095 | 0.098 | 0.022 | 1.000 | 0.985 | 0.174 | 0.123 | 0.073 | 0.041 | 0.803 | 0.000 | 0.025 |
| Local Mins | 0.908 | 0.010 | 0.053 | 0.011 | 0.330 | 0.026 | 0.418 | -0.202 | 0.319 | 0.010 | 0.013 | 0.000 | 0.123 | 0.034 | 0.096 | 0.099 | 0.000 | 0.985 | 1.000 | 0.178 | 0.125 | 0.083 | 0.037 | 0.813 | 0.000 | 0.027 |
| Monthly Charge | 0.191 | 0.144 | 0.479 | 0.100 | 0.230 | 0.089 | 0.122 | 0.129 | 0.439 | 0.130 | 0.075 | 0.000 | 0.275 | 0.038 | 0.046 | 0.047 | 0.000 | 0.174 | 0.178 | 1.000 | -0.283 | 0.213 | 0.187 | 0.596 | 0.053 | 0.686 |
| Number of Customers in Group | 0.135 | -0.112 | 0.005 | 0.022 | 0.248 | 0.038 | 0.122 | -0.157 | 0.019 | -0.035 | -0.023 | 0.000 | 1.000 | 0.013 | 0.013 | 0.013 | 0.013 | 0.123 | 0.125 | -0.283 | 1.000 | 0.073 | 0.129 | -0.022 | 0.032 | 0.130 |
| Payment Method | 0.099 | 0.100 | 0.090 | 0.045 | 0.224 | 0.075 | 0.119 | 0.099 | 0.079 | 0.026 | 0.031 | 0.000 | 0.104 | 0.023 | 0.037 | 0.029 | 0.028 | 0.073 | 0.083 | 0.213 | 0.073 | 1.000 | 0.127 | 0.116 | 0.041 | 0.200 |
| Senior | 0.005 | 0.972 | 0.163 | 0.000 | 0.121 | 0.093 | 0.041 | 0.089 | 0.036 | 0.033 | 0.003 | 0.000 | 0.130 | 0.026 | 0.027 | 0.032 | 0.000 | 0.041 | 0.037 | 0.187 | 0.129 | 0.127 | 1.000 | 0.089 | 0.231 | 0.107 |
| Total Charges | 0.873 | 0.075 | 0.294 | 0.000 | 0.179 | 0.000 | 0.307 | -0.125 | 0.508 | 0.081 | 0.042 | 0.000 | 0.073 | 0.026 | 0.101 | 0.104 | 0.000 | 0.803 | 0.813 | 0.596 | -0.022 | 0.116 | 0.089 | 1.000 | 0.000 | 0.315 |
| Under 30 | 0.000 | 0.901 | 0.508 | 0.000 | 0.040 | 0.000 | 0.000 | 0.018 | 0.000 | 0.031 | 0.000 | 0.000 | 0.030 | 0.000 | 0.000 | 0.000 | 0.024 | 0.000 | 0.000 | 0.053 | 0.032 | 0.041 | 0.231 | 0.000 | 1.000 | 0.029 |
| Unlimited Data Plan | 0.022 | 0.117 | 0.415 | 0.112 | 0.169 | 0.183 | 0.138 | 0.096 | 0.294 | 0.420 | 0.019 | 0.000 | 0.130 | 0.000 | 0.033 | 0.000 | 0.000 | 0.025 | 0.027 | 0.686 | 0.130 | 0.200 | 0.107 | 0.315 | 0.029 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| Customer ID | Churn Label | Account Length (in months) | Local Calls | Local Mins | Intl Calls | Intl Mins | Intl Active | Intl Plan | Extra International Charges | Customer Service Calls | Avg Monthly GB Download | Unlimited Data Plan | Extra Data Charges | State | Phone Number | Gender | Age | Under 30 | Senior | Group | Number of Customers in Group | Device Protection & Online Backup | Contract Type | Payment Method | Monthly Charge | Total Charges | Churn Category | Churn Reason | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 4444-BZPU | 0 | 1 | 3 | 8.0 | 0.0 | 0.0 | 0 | 0 | 0.0 | 0 | 3 | 1 | 0 | KS | 382-4657 | 0 | 35 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 10 | 10 | NaN | NaN |
| 1 | 5676-PTZX | 0 | 33 | 179 | 431.3 | 0.0 | 0.0 | 0 | 0 | 0.0 | 0 | 3 | 1 | 0 | OH | 371-7191 | 1 | 49 | 0 | 0 | 0 | 0 | 1 | 1 | 2 | 21 | 703 | NaN | NaN |
| 2 | 8532-ZEKQ | 0 | 44 | 82 | 217.6 | 0.0 | 0.0 | 0 | 1 | 0.0 | 0 | 3 | 1 | 0 | OH | 375-9999 | 1 | 51 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 23 | 1014 | NaN | NaN |
| 3 | 1314-SMPJ | 0 | 10 | 47 | 111.6 | 60.0 | 71.0 | 1 | 1 | 0.0 | 0 | 2 | 1 | 0 | MO | 329-9001 | 0 | 41 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 17 | 177 | NaN | NaN |
| 4 | 2956-TXCJ | 0 | 62 | 184 | 621.2 | 310.0 | 694.4 | 1 | 1 | 0.0 | 0 | 3 | 1 | 0 | WV | 330-8173 | 1 | 51 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 28 | 1720 | NaN | NaN |
| 5 | 9152-DEPY | 0 | 17 | 68 | 120.7 | 0.0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0 | 0 | RI | 344-9403 | 1 | 23 | 1 | 0 | 0 | 0 | 0 | 2 | 0 | 9 | 156 | NaN | NaN |
| 6 | 1958-SDSO | 0 | 57 | 428 | 849.2 | 0.0 | 0.0 | 0 | 0 | 0.0 | 0 | 5 | 1 | 0 | IA | 363-1107 | 1 | 38 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 47 | 2671 | NaN | NaN |
| 7 | 8787-QZUC | 0 | 25 | 54 | 203.7 | 0.0 | 0.0 | 0 | 0 | 0.0 | 0 | 12 | 1 | 0 | IA | 366-9238 | 1 | 29 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 47 | 1197 | NaN | NaN |
| 8 | 7768-OQJE | 0 | 70 | 171 | 627.4 | 0.0 | 0.0 | 0 | 0 | 0.0 | 0 | 1 | 1 | 0 | NY | 351-7269 | 0 | 47 | 0 | 0 | 0 | 0 | 1 | 2 | 0 | 52 | 3593 | NaN | NaN |
| 9 | 7716-RHEB | 0 | 50 | 206 | 445.8 | 0.0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0 | 0 | ID | 350-8884 | 0 | 61 | 0 | 0 | 0 | 0 | 0 | 1 | 2 | 11 | 539 | NaN | NaN |
| Customer ID | Churn Label | Account Length (in months) | Local Calls | Local Mins | Intl Calls | Intl Mins | Intl Active | Intl Plan | Extra International Charges | Customer Service Calls | Avg Monthly GB Download | Unlimited Data Plan | Extra Data Charges | State | Phone Number | Gender | Age | Under 30 | Senior | Group | Number of Customers in Group | Device Protection & Online Backup | Contract Type | Payment Method | Monthly Charge | Total Charges | Churn Category | Churn Reason | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 6677 | 2424-WMEU | 1 | 36 | 57 | 144.2 | 0.0 | 0.0 | 0 | 0 | 0.0 | 0 | 6 | 1 | 0 | KY | 336-3020 | 1 | 56 | 0 | 0 | 1 | 2 | 1 | 0 | 1 | 16 | 570 | Competitor | Competitor offered more data |
| 6678 | 7223-IAZO | 1 | 11 | 67 | 161.8 | 0.0 | 0.0 | 0 | 1 | 0.0 | 2 | 8 | 0 | 0 | TX | 276-9423 | 0 | 32 | 0 | 0 | 1 | 6 | 0 | 0 | 1 | 22 | 241 | Price | Extra data charges |
| 6679 | 2044-UCGH | 1 | 22 | 89 | 285.7 | 0.0 | 0.0 | 0 | 0 | 0.0 | 4 | 6 | 1 | 0 | AK | 316-9298 | 1 | 85 | 0 | 1 | 1 | 2 | 0 | 0 | 2 | 17 | 377 | Other | Moved |
| 6680 | 3059-FTFJ | 1 | 1 | 7 | 13.0 | 0.0 | 0.0 | 0 | 0 | 0.0 | 1 | 6 | 1 | 0 | MO | 286-7714 | 1 | 33 | 0 | 0 | 1 | 2 | 0 | 0 | 2 | 13 | 13 | Price | Extra data charges |
| 6681 | 8708-NXSF | 1 | 1 | 4 | 12.0 | 0.0 | 0.0 | 0 | 0 | 0.0 | 1 | 6 | 1 | 0 | WV | 337-5104 | 1 | 76 | 0 | 1 | 1 | 5 | 0 | 0 | 0 | 14 | 14 | Dissatisfaction | Service dissatisfaction |
| 6682 | 2940-QHVU | 1 | 3 | 6 | 16.8 | 0.0 | 0.0 | 0 | 0 | 0.0 | 0 | 4 | 1 | 0 | SC | 362-9895 | 0 | 42 | 0 | 0 | 1 | 2 | 0 | 0 | 2 | 19 | 52 | Competitor | Competitor offered higher download speeds |
| 6683 | 3033-TMYG | 1 | 1 | 7 | 15.0 | 0.0 | 0.0 | 0 | 0 | 0.0 | 5 | 17 | 1 | 0 | KY | 378-9926 | 1 | 24 | 1 | 0 | 1 | 3 | 1 | 0 | 1 | 20 | 20 | Competitor | Competitor offered higher download speeds |
| 6684 | 7029-XDVM | 1 | 6 | 20 | 46.9 | 0.0 | 0.0 | 0 | 0 | 0.0 | 4 | 10 | 1 | 0 | NE | 328-3647 | 1 | 48 | 0 | 0 | 1 | 6 | 1 | 0 | 2 | 18 | 108 | Competitor | Competitor made better offer |
| 6685 | 6614-NAJG | 1 | 3 | 6 | 15.4 | 0.0 | 0.0 | 0 | 0 | 0.0 | 2 | 5 | 1 | 0 | MN | 346-8275 | 0 | 45 | 0 | 0 | 1 | 5 | 0 | 0 | 0 | 15 | 46 | Attitude | Attitude of support person |
| 6686 | 5104-AGDX | 1 | 1 | 7 | 15.0 | 0.0 | 0.0 | 0 | 0 | 0.0 | 1 | 10 | 0 | 4 | IN | 257-5893 | 1 | 22 | 1 | 0 | 1 | 6 | 0 | 0 | 1 | 9 | 9 | Competitor | Competitor made better offer |